Concept
Expected energy model
- ID
concept:expected-energy-model
- IRI
https://solarlattice.org/kb/concept/expected-energy-model
- Status
- active
- Also known as
- modeled energy, PV performance model, expected production, Expected AC Energy, PV model, Expected Yield, Modeled AC Energy
- Category
- Monitoring
- Concept kind
- technology
An expected energy model works out how much energy or power a PV system should produce under the weather actually measured on site, such as irradiance and module temperature. The model first finds the effective plane-of-array irradiance, applies shading corrections, and then calculates the DC power available from the modules. Next it applies DC-side losses (age, derate, wiring, LID and mismatch), then inverter conversion losses and clipping, and finally a scaling factor for losses it does not model explicitly, such as AC wiring and transformer losses. Expected energy includes the design losses built into the model, such as shading and inverter efficiency, but it leaves out soiling, snow, curtailment and downtime, so those losses show up as gaps against measured energy. Expected energy is not the same as estimated energy: estimates are monthly budget values based on long-term averages and do not depend on measurements. Dividing measured energy by expected energy gives the energy ratio or performance index, which should be close to one for a healthy system. A simpler option is a regression equation in irradiance and temperature, fitted to measured data and used for commissioning and long-term O&M baselines. Results are only as accurate as the tuning of the model and the quality of the irradiance and temperature data feeding it.
<!-- review notes
- sentence 4: support check: partial - Inclusion/exclusion of losses is stated, and the waterfall detects snow, soiling etc. between expected and measured, but 'show up as gaps' is only loosely stated.
- sentence 6: support check: partial - Energy ratio = produced/expected and should be 1.0, but the waterfall article defines performance index inversely, and EPI is defined as yield/expected; the passages are not fully consistent for 'performance index'.
- sentence 7: support check: partial - Regression equation in irradiance and temperature is stated and applicable for O&M baselines, but 'simpler option' and commissioning use are only partly stated; fitted to measured data is supported.
- sentence 7: review: partial - The SunSpec passage supports a regression equation in temperature and irradiance, developed from measured values and used for commissioning and long-term O&M baselines, but nothing calls it a 'simpler option'.
-->
Claims
related_to
c1 drafted · lead
Expected energy ratio
The energy ratio divides measured energy by expected energy and should be 1.0 for a system operating normally.
c2 drafted · lead
Insolation-adjusted expected energy ratio
IEER uses expected AC energy (Ee) and adjusts it by the ratio of measured to expected insolation.
c3 drafted · lead
Performance index
Performance index is measured energy divided by modeled energy.
review note: support check: partial - Performance Index is Measured/Modeled energy per passage, but the link to the expected energy model is only via 'modeled energy may refer to expected energy'; the waterfall article even states it inversely.
c4 drafted · lead
Energy loss waterfall
The waterfall connects estimated energy to expected energy, then expected energy to measured energy.
review note: support check: partial - Waterfall shows Estimated→Expected and Expected→Measured, but the relation to the expected energy model is implicit.
c5 verified · fact
Plane-of-array irradiance
The model's first step is to work out the effective POA irradiance.
verified by: review-workflowverified on: 2026-10-24
c6 verified · fact
Irradiance transposition
Transposition is needed when the sensor is not mounted in the same orientation as the array.
verified by: review-workflowverified on: 2026-10-24
c7 drafted · lead
Clear-sky irradiance model
review note: support check: partial - Passages define the clear-sky model and mention blue-sky expected output in the PV system model, but do not clearly state a relation to the expected energy model.
c8 drafted · lead
Typical meteorological year
In the IEER formula, the long-term expected energy and expected insolation are based on TMY data.
- ieer
sec=front h=c83c6d979313
- ieer
sec=h3 h=36da990101d6
c9 drafted · lead
AlsoEnergy PowerTrack platform and API
c10 verified · fact
PVsyst
A shading map generated in PVsyst can be uploaded, and the inter-row shading uses the same parameters as the PVsyst Sheds model.
verified by: review-workflowverified on: 2026-10-24
c11 drafted · lead
Energy ratio analysis
degradation_rate
c12 drafted · lead
nominal 0.5 PERCENT-PER-YR
Conditions: Commonly used default PV system degradation value in the PowerTrack expected energy model; annual compound percentage is the default mode
Referenced by
Data